Crowd Sourced Labeling

Data Services by Clickworker provides a crowdsourced platform for data collection, validation, labeling, and categorization, assigning microtasks to a global workforce. It delivers scalable, ISO 27001‑compliant results and transparent workflow tracking for AI training and market research.

CrowdView is a platform that allows users to view and share real-time video feeds from events around the world.

People for AI offers dedicated in‑house labeling teams for diverse machine‑learning datasets, ensuring consistent quality, data security, and GDPR‑aligned handling. They support all annotation tools, from small proofs of concept to large production volumes, with continuous monitoring and re‑annotati

Label Studio is an open‑source platform for labeling images, audio, text, video, time‑series, and PDFs. It offers customizable interfaces, pre‑labeling with ML, multi‑project support, API/SDK integration, and quality gates that ensure consistent annotations, with export to CSV or databases.

Encord is a data development platform that streamlines data curation, labeling, and model evaluation for AI teams. It supports computer vision and multimodal tasks with advanced user management, customizable workflows, and comprehensive quality metrics.

Branded Research offers AI‑verified consumer data via a real‑time audience API, recruiting participants from 100+ segments with 95%+ accuracy. It supports qualitative webcam studies, emotional AI, and quantitative surveys, delivering granular profiling for data‑driven product and marketing decisions

FiftyOne is a visual AI platform that centralizes data curation, annotation, and model evaluation across images, video, point clouds, and metadata. It offers interactive slicing, automatic labeling with confidence scoring, role‑based access, versioning, and open‑source integration.

Innovatiana provides data labeling outsourcing services for AI models, specializing in various data types. Focusing on ethical practices, it offers competitive rates and data security, ensuring high-quality labeled data for AI model training across multiple industries.

Appen delivers human‑validated datasets across six domains—alignment, agentic AI, speech/audio, multimodal, physical, and model integrity—using automation and a global workforce of 1 million+ contributors. SOC 2/ISO 27001 certified, it supports large‑scale AI training and independent evaluation.

CrowdSnap Protect uses AI to generate survey questions, detect bots, verify identities via blockchain Proof of Humanity, and offers dashboards with export options (CSV, SPSS, Excel, JSON). It supports text, audio, image inputs and meets GDPR standards on Azure.

BasicAI is an end‑to‑end data annotation platform for image, video, audio, LiDAR, and text, offering AI‑powered labeling, collaborative workflows, real‑time QA, and private deployment, used by ML engineers in autonomous driving, robotics, and logistics.

isahit provides human-centered data labeling and processing for computer vision, NLP, and speech, offering collaborative workspaces, secure API, customizable annotator training, quality control, and AI-assisted workflows (active learning, RLHF, RAG) to prepare data for model training.

Roboflow streamlines computer‑vision projects by offering a low‑code pipeline for data annotation, GPU‑accelerated training, and multi‑environment deployment. It integrates with PyTorch, TensorFlow, Hugging Face, major clouds, and meets SOC2 Type 2 and HIPAA security.

Prolific offers an API‑first platform for gathering high‑quality, real‑world data from a diverse participant pool. It provides fully managed collection, audience targeting, and access to domain experts, enabling quick, representative studies for AI development.

Datature unifies data labeling, model training, and deployment in one workflow. AI‑assisted annotation cuts labeling time up to tenfold. It supports classification, detection, segmentation, keypoint tasks, offers drag‑and‑drop training, hyperparameter tuning, visual evaluation, and edge/cloud deploy

T-Rex Label is an intelligent annotation tool that streamlines complex scene annotations across industries like agriculture, logistics, and healthcare, offering quick, accurate labeling through zero-shot detection, enhancing workflow efficiency and data management.

Collects feedback from 30+ sources, automatically classifies requests, complaints, and themes, and provides full‑context views. AI‑driven surveys adapt questions, translate answers, export user stories to Jira or Linear, track trends, and deliver Slack updates.

Photofeeler lets users upload business, social, or dating photos and receive scores on competence, likability, attractiveness, and dateability from real people. The platform offers actionable comments, privacy controls, and rapid voting options to improve online image impact.

Open‑source AI code‑review platform that plugs into GitHub, GitLab, Bitbucket, and Azure DevOps at the pull‑request level. Model‑agnostic, it runs custom rule sets, tracks technical debt, and delivers real‑time metrics without storing source code.

Photo Location Search uses AI to geolocalize images by analyzing metadata like latitude and longitude. It integrates with Google Maps for detailed insights and fosters community engagement via Discord for collaborative exploration and research.

Octolens tracks brand mentions across 13+ platforms, using AI to filter for relevance, sentiment, and intent. It delivers real‑time alerts via Slack, email, or webhooks, offers API/MCP integration, and updates hourly for timely action.

Be My Eyes links blind and low‑vision users to volunteers worldwide via live video, offering instant visual help. Integrated AI provides automated image descriptions, supporting 180+ languages, smartglasses, and multi‑platform access for real‑time, free assistance.

Canvs AI processes open‑ended text from events, social media, surveys, and internal feedback to detect sentiment and thematic shifts. It offers real‑time reaction insights, precise search, and enterprise integration, enabling rapid, data‑driven decision making across marketing, media, sports, and mo

CrawlQ AI consolidates documents, media, and metadata into a single auditable source, enabling two‑way retrieval‑augmented generation across multiple LLMs. It delivers real‑time ROCC dashboards, automates approvals, enforces brand guardrails, and cuts content cycles by up to 75 %.

AI Keywording processes up to 10,000 images per upload, using AI to generate titles, descriptions, and keywords for stock photography. Outputs a CSV ready for stock sites or Adobe Bridge, with temporary image copies deleted after processing.

Tagbox automatically organizes photos, videos, PDFs, and editable files using computer vision for face, object, and scene tagging. Its search engine offers advanced filters and full‑text queries. Team collaboration and secure storage enable efficient asset management.

Social Places centralizes franchise listing management, reputation monitoring, and local page creation across search engines, directories, and maps. It offers omni‑channel customer care, AI sentiment analysis, a unified campaign dashboard for 100+ channels, and a white‑label booking system.

Segwise consolidates creative data from ad networks, DSPs, and internal sources via no‑code integrations, uses multimodal AI to tag creative elements, maps tags to performance metrics, and delivers dashboards, fatigue alerts, and automated iterations for data‑driven optimization.

Automate qualitative data analysis using advanced AI and GPT-3 without compromising quality and understand customer feedback with NLP technology.

Hive AI supplies APIs that automatically moderate images, video, audio, and text for harassment, CSAM, and fake content. It also offers brand‑protection tools—logo detection, celebrity ID, IP monitoring—and demographic indexing for tailored audience segmentation.

Ultralytics offers a platform for developing and deploying visual AI solutions across industries, utilizing YOLO for advanced data analysis and object detection. Its user-friendly interface aids in efficient training and deployment of machine learning models.

42Signals AI delivers real‑time e‑commerce intelligence, tracking product listings, pricing, and search performance across major marketplaces. It monitors unauthorized sellers, provides price alerts, and analyzes customer reviews to inform inventory and marketing decisions.

UnitLab is a cutting-edge, collaborative AI data annotation platform boosting efficiency by 15x through auto-annotation tools. It excels in various annotation types, project management, and automated tasks for accurate object detection and OCR in 123 languages.

Brand24 is an AI‑powered social listening platform monitoring 25 million sources in real time. It delivers sentiment analysis, hashtag, influencer, and competitor insights, multilingual coverage, and automated reports for brand reputation management.

Where Is Everyone predicts event attendance from RSVP data, offering real‑time analytics that help planners optimize capacity and resources. It integrates with community platforms and can run on web or cloud servers, reducing no‑shows for nonprofits and associations.

Juicebox is an AI-powered search engine for talent acquisition that simplifies candidate sourcing through natural language queries. It analyzes over 800 million profiles, streamlines outreach, and integrates with ATS and CRM systems for efficient recruitment workflows.

Stillgram is an iPhone app that uses on‑device AI to remove crowd backgrounds from photos and videos, supports high‑resolution output, lets users keep specific people, and captures crowd‑free selfies and live videos for sharing.

Sense automates candidate outreach, scheduling, and real-time responses to cut time-to-hire by 55%, triple applicants for hard-to-fill roles, and improve interview show rates while integrating with ATS, calendars, and recruitment analytics.

TrustGuide is an AI tool that extracts unbiased, comprehensive summaries from public reviews, ensuring accuracy and neutrality for better decision-making amid diverse opinions.

GummySearch offered Reddit research tools, letting users search subreddits, filter posts by keywords, engagement, or demographics, and view analytics dashboards tracking community growth, sentiment, and top contributors over time. Exportable data supported deeper analysis.

Synthetic Research: AI Customer Insight offers a governance‑first hybrid platform that builds Synthetic Audience Models using LLMs and human moderation. It aggregates interviews, third‑party, observational data into a privacy‑safe lake, enabling rapid, iterative, evidence‑based testing across segmen

TwelveLabs extracts structured data from videos using AI models Marengo and Pegasus. Its APIs enable time‑based search, on‑demand summarization, and vector embeddings for semantic search and recommendations, supporting media, advertising, and security workflows.

UBIAI fine‑tunes LLMs with classifiers, retrievers, and reasoning. It automates PDF/DOCX labeling, synthetic data, and quality filtering; offers 15‑minute prompt‑level tuning or 2‑4 hour weight training; exports to GGUF, safetensors, or Hugging Face for API or custom deployment.

Open Knowledge Maps is an AI search engine that visualizes scientific literature across disciplines, clustering related papers to reveal topic connections and trends. It supports varied document types, offers high‑quality metadata, multilingual browsing, and open‑source integration.

Lenslink is an AI tool for automated image and video analysis, featuring face detection, human action recognition, and real-time multi-person analysis. It offers secure edge computing integration for applications like access control, crowd management, and digital signage analytics.

Generate one‑click captions for photos in any language. Upload an image, pick a target platform, and receive a tailored caption from a library of 100+ categories. Copy or download the text directly for use on social media.

AI Predictive Audiences – Qualifyed uses machine‑learning to match first‑party PII with offline consumer data, builds a predictive model, then pre‑scores millions of U.S. adults for conversion likelihood. Results are hashed email lists for precise ad targeting.

Fama analyzes public digital footprints across thousands of sources to surface professional attributes, detect misconduct indicators (fraud, harassment, threats), and identify skills like creativity and leadership, integrating with HRIS/ATS and complying with FCRA, EEOC, and SOC2.

Ecolink AI is a mobile barcode‑scanner app that delivers real‑time health, sustainability, and ethical data—nutrition facts, carbon footprint, fair‑trade status—directly on product labels. Users add verified data, earn tokens, and access a 3‑million item database.

Voxpopme collects video customer feedback through surveys and interviews, automatically transcribes, tags, and analyzes sentiment and themes in real time, delivering searchable reports or showreels. Supporting 27 countries and multiple languages, it helps teams validate messaging and align on insigh